factory_boy test data generation specialist. Covers Factory, DjangoModelFactory, SQLAlchemyModelFactory, all field declarations (Faker, LazyAttribute, Sequence, SubFactory, RelatedFactory, post_generation, Trait, Maybe, Dict, List), batch creation, pytest integration, and Celery task testing patterns. USE WHEN: user mentions "factory_boy", "test factory", "DjangoModelFactory", "SQLAlchemyModelFactory", asks about "test data generation", "factory traits", "SubFactory", "factory fixtures". DO...
Scanned 9/8/2026
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---
name: factory-boy
description: |
factory_boy test data generation specialist. Covers Factory, DjangoModelFactory,
SQLAlchemyModelFactory, all field declarations (Faker, LazyAttribute, Sequence,
SubFactory, RelatedFactory, post_generation, Trait, Maybe, Dict, List),
batch creation, pytest integration, and Celery task testing patterns.
USE WHEN: user mentions "factory_boy", "test factory", "DjangoModelFactory",
"SQLAlchemyModelFactory", asks about "test data generation", "factory traits",
"SubFactory", "factory fixtures".
DO NOT USE FOR: pytest internals - use `pytest`; Django setup - use `pytest-django`;
Hypothesis property testing - use `pytest` with Hypothesis
allowed-tools: Read, Grep, Glob, Write, Edit
---
# factory_boy
> **Deep Knowledge**: Use `mcp__documentation__fetch_docs` with technology: `factory-boy`
> for comprehensive documentation on all declarations, ORM integrations, and patterns.
## Installation
```bash
pip install factory_boy faker
```
## Basic Factory
```python
import factory
from myapp.models import User
class UserFactory(factory.Factory):
class Meta:
model = User
first_name = factory.Faker("first_name")
last_name = factory.Faker("last_name")
email = factory.LazyAttribute(
lambda o: f"{o.first_name}.{o.last_name}@example.com".lower()
)
username = factory.Sequence(lambda n: f"user{n}")
is_active = True
user = UserFactory() # creates (or builds, see Meta.strategy)
user = UserFactory.build() # in-memory, no DB
users = UserFactory.create_batch(5)
stub = UserFactory.stub() # StubObject, no model.__init__()
```
## DjangoModelFactory
```python
from factory.django import DjangoModelFactory
class UserFactory(DjangoModelFactory):
class Meta:
model = "auth.User" # 'app.Model' string OK
django_get_or_create = ("username",) # get-or-create on username
username = factory.Sequence(lambda n: f"user{n}")
email = factory.LazyAttribute(lambda o: f"{o.username}@example.com")
password = factory.django.Password("testpass123") # hashed via make_password
class Params:
staff = factory.Trait(is_staff=True)
admin = factory.Trait(is_staff=True, is_superuser=True)
```
## SQLAlchemyModelFactory
```python
from sqlalchemy.orm import scoped_session, sessionmaker
from factory.alchemy import SQLAlchemyModelFactory
Session = scoped_session(sessionmaker())
class UserFactory(SQLAlchemyModelFactory):
class Meta:
model = User
sqlalchemy_session = Session
sqlalchemy_session_persistence = "commit" # None | "flush" | "commit"
username = factory.Sequence(lambda n: f"user{n}")
email = factory.LazyAttribute(lambda o: f"{o.username}@example.com")
# In pytest: inject session
@pytest.fixture
def user(db_session):
UserFactory._meta.sqlalchemy_session = db_session
return UserFactory()
```
## All Key Declarations
```python
class ArticleFactory(factory.Factory):
class Meta:
model = Article
# Static value
status = "draft"
# Faker provider
title = factory.Faker("sentence", nb_words=6)
body = factory.Faker("paragraph")
uuid = factory.Faker("uuid4")
# Sequence (unique per factory call)
slug = factory.Sequence(lambda n: f"article-{n}")
# LazyAttribute (computed from other fields)
summary = factory.LazyAttribute(lambda o: o.body[:100])
# LazyFunction (zero-arg callable)
created_at = factory.LazyFunction(datetime.utcnow)
# SubFactory (FK)
author = factory.SubFactory(UserFactory)
# SelfAttribute (access parent or sibling fields)
author_email = factory.SelfAttribute("author.email")
# Iterator (cycles through values)
category = factory.Iterator(["tech", "culture", "science"])
# Dict field
metadata = factory.Dict({"source": "web", "version": factory.Sequence(lambda n: n)})
# Maybe (conditional)
published_at = factory.Maybe(
"is_published",
yes_declaration=factory.LazyFunction(datetime.utcnow),
no_declaration=None,
)
is_published = True
```
## SubFactory with Overrides
```python
# Override sub-factory fields via __ separator
post = PostFactory(author__username="alice", author__email="alice@test.com")
# Override nested sub-factory
company = CompanyFactory(owner__address__city="Rome")
```
## RelatedFactory (Reverse FK)
```python
class UserFactory(DjangoModelFactory):
class Meta:
model = User
profile = factory.RelatedFactory(
ProfileFactory,
factory_related_name="user", # Profile.user
bio="Default bio",
)
```
## post_generation (M2M, Side Effects)
```python
class ArticleFactory(DjangoModelFactory):
class Meta:
model = Article
skip_postgeneration_save = True
@factory.post_generation
def tags(self, create, extracted, **kwargs):
if not create or not extracted:
return
self.tags.set(extracted)
# Usage
article = ArticleFactory(tags=[tag1, tag2])
```
## Traits
```python
class OrderFactory(factory.Factory):
class Meta:
model = Order
status = "pending"
class Params:
shipped = factory.Trait(
status="shipped",
shipped_at=factory.LazyFunction(datetime.utcnow),
)
paid = factory.Trait(
status="paid",
paid_at=factory.LazyFunction(datetime.utcnow),
)
# Usage
pending = OrderFactory()
shipped = OrderFactory(shipped=True)
paid = OrderFactory(paid=True)
```
## pytest Integration
```python
# conftest.py
import pytest
from myapp.tests.factories import UserFactory, ArticleFactory
@pytest.fixture
def user(db): # for Django
return UserFactory()
@pytest.fixture
def user(db_session): # for SQLAlchemy
UserFactory._meta.sqlalchemy_session = db_session
return UserFactory()
@pytest.fixture
def articles(db):
return ArticleFactory.create_batch(5)
@pytest.fixture(autouse=True)
def reset_sequences():
UserFactory.reset_sequence(0)
ArticleFactory.reset_sequence(0)
yield
```
## Anti-Patterns
| Anti-Pattern | Solution |
|---|---|
| `UserFactory(email="test@example.com")` in every test | Override in fixture or use `Sequence` |
| SubFactory without `django_get_or_create` | Can cause unique constraint violations |
| Not resetting sequences | Use `autouse` fixture to reset_sequence(0) |
| Creating M2M before object exists | Use `post_generation` / `skip_postgeneration_save` |
**Official docs:** https://factoryboy.readthedocs.io/
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